Multimodality radiomics analysis based on [ 18 F]FDG PET/CT imaging and multisequence MRI: application to nasopharyngeal carcinoma prognosis.
Hui XuWenbing LvHao ZhangQingyu YuanQuanshi WangYuankui WuLijun LuPublished in: European radiology (2023)
• Individual modality radiomics models showed limited performance in prognosis evaluation for NPC patients. • Combined PET, CT and multisequence MRI radiomics signature could improve the prognostic efficacy. • Multilevel fusion strategies exhibit comparable performance but feature-level fusion deserves more attention.
Keyphrases
- contrast enhanced
- pet ct
- magnetic resonance imaging
- end stage renal disease
- lymph node metastasis
- ejection fraction
- chronic kidney disease
- computed tomography
- newly diagnosed
- magnetic resonance
- high resolution
- diffusion weighted imaging
- positron emission tomography
- prognostic factors
- peritoneal dialysis
- squamous cell carcinoma
- working memory
- photodynamic therapy
- deep learning
- patient reported outcomes
- mass spectrometry
- data analysis